Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my …
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my own country and make it a better place to live and not have buch of kids or maybe not even one ❤
Commenter asserts preference for their own country over Canada and frames themselves as distinct from immigrants, with comparative national loyalty.
todllerwatching2544
Feb 28, 2026
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
Claims unanimous Canadian consensus against immigration while dismissing the report's framing of division, asserting a unified national position.
henri6794
Feb 11, 2026
I’m transnational. I’m from Canada ?? Now
I’m transnational. I’m from Canada ?? Now
Asserts transnational identity with emphasis on Canadian belonging and national affiliation.
@robotbytch5712
Mar 4, 2025
I’m ashamed of my country.
I’m ashamed of my country.
Expresses shame about national identity and implied moral judgment about the country's direction.
@g.richardson6883
Mar 4, 2025
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
Asserts national pride and frames Canada as embodying freedom and greatness, with implicit us-vs-them comparison.
@P.O.Mby9
Mar 4, 2025
The most racist province protecting their franco-Aryan heritage.
The most racist province protecting their franco-Aryan heritage.
Frames Quebec's immigration policy as ethnic/cultural protectionism using charged language about heritage and identity.
mcscotty325
Nov 21, 2025
Why would you not say Canada is the greatest country on earth surely it's not America
Why would you not say Canada is the greatest country on earth surely it's not America
Asserts Canada's superiority and national pride while implicitly contrasting with America in an us-vs-them framing.
HowardBrown-m6t
Mar 2, 2026
Trump is America king .
Trump is America king .
Brief assertion of Trump's dominance/authority framed in terms of national leadership and power dynamics.
Identity Assertion
0.85
@hezekiahisrael3236
Mar 4, 2025
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh …
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh yeah Canadians some one tell me how that’s right
Uses racial framing to assert that employment and social benefits are being distributed unfairly based on ethnicity, with us-vs-them rhetoric.
MrNovaScotia840
Feb 27, 2026
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Commenter uses us-vs-them framing to question why immigrants from Pakistan/Bangladesh leave if they're proud of their countries, implying hypocrisy and national superiority.
HappyBear-w5f
Feb 27, 2026
Jay Sriram we love india and Hanuman statue
Jay Sriram we love india and Hanuman statue
Asserts cultural/religious identity through reference to India and Hindu symbolism (Hanuman statue).
Identity Assertion
0.85
moonlightwithlove
Feb 10, 2026
Go back to Russia, Krasnov!\n??(from an American)
Go back to Russia, Krasnov!\n??(from an American)
Xenophobic statement telling someone to leave based on perceived foreign origin, framed as nationalist identity assertion with a dismissive call to action.
@sollypolkadotty
Mar 4, 2025
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Asserts Canadian pride and national identity while critiquing potential policy concessions to Trump's negotiation tactics.
@mohinderhaer3506
Mar 4, 2025
4:56 amen! I'll take Sikhs over muslims any time!
4:56 amen! I'll take Sikhs over muslims any time!
Expresses preference for one religious/ethnic group over another, making comparative identity-based claims.
jonnywatts2970
Feb 27, 2026
As an American veteran I will stand by my American leaders ????????? good day sir.
As an American veteran I will stand by my American leaders ????????? good day sir.
Asserts identity as American veteran pledging allegiance to national leadership, emphasizing in-group belonging and patriotic duty.
Identity Assertion
0.85
@JoseGonzalez-o9t3l
Mar 4, 2025
?? Don't ever talk to our president like that
?? Don't ever talk to our president like that
Defensive assertion of loyalty to 'our president' with implicit us-vs-them framing against critics.
Identity Assertion
0.85
@RVCInc.-zm9fw
Mar 4, 2025
I'm with Canada and not with the Russian assets.
I'm with Canada and not with the Russian assets.
Declares allegiance to Canada and against 'Russian assets,' framing political division as loyalty vs. foreign threat.
@leninfranco9328
Mar 4, 2025
Canada will become india. Inshallah 🙏🏻 Proud to be Indian 💪🏻
Canada will become india. Inshallah 🙏🏻
Proud to be Indian 💪🏻
Asserts Indian identity and expresses demographic anxiety about Canada becoming India, framing it as an existential threat.
siddhant8430
Feb 10, 2026
Canadians are they biggest immigrants, they stole that land
Canadians are they biggest immigrants, they stole that land
Frames Canadians as immigrants/colonizers using us-vs-them framing about land ownership and national identity.
kutkak123
Feb 9, 2026
Canada's leader is nothing but a low life
Canada's leader is nothing but a low life
Makes a derogatory character judgment about Canada's leader without substantive policy critique or evidence.
Identity Assertion
0.85
@Michael-im2lk
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)